1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2024
Linear Independence of Generalized Neurons and Related Functions
Leyang Zhang
The linear independence of neurons plays a significant role in theoretical analysis of neural networks. Specifically, given neurons $H_1, ..., H_n: \bR^N \times \bR^d \to \bR$, we…
cs.LG2022★ 1 cited
Linear Stability Hypothesis and Rank Stratification for Nonlinear Models
Yaoyu Zhang, Zhongwang Zhang, Leyang Zhang +3
Models with nonlinear architectures/parameterizations such as deep neural networks (DNNs) are well known for their mysteriously good generalization performance at overparameterizat…